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When multiple thermodynamic channels are coupled, single-channel equilibrium conditions fail. Extending the Tolman–Ehrenfest effect to the entropy manifold, we derive the unique -channel invariant , where is the holonomy of the Ruppeiner connection. For the granular volume–stress ensemble, Rowe’s dilatancy ratio and energy restriction emerge as geometric consequences of the off-diagonal curvature , and the 60-year puzzle of state-dependent is resolved: the correction reaches near jamming. The prediction across a shear band is experimentally testable.

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